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README.md

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+---
+base_model: mlabonne/Marcoro14-7B-slerp
+license: apache-2.0
+datasets:
+- argilla/distilabel-intel-orca-dpo-pairs
+---
+
+# Model Card for decruz07/kellemar-DPO-Orca-Distilled-7B 
+
+<!-- Provide a quick summary of what the model is/does. -->
+
+This model was created using mlabonne/Marcoro14-7B-slerp as the base, and finetuned with argilla/distilabel-intel-orca-dpo-pairs
+
+
+## Model Details
+
+Finetuned with these specific parameters:
+Steps: 200
+Learning Rate: 5e5
+Beta: 0.1
+
+### Model Description
+
+<!-- Provide a longer summary of what this model is. -->
+
+- **Developed by:** @decruz
+- **Funded by [optional]:** my full-time job
+- **Finetuned from model [optional]:** mlabonne/Marcoro14-7B-slerp
+
+## Benchmarks
+Top 5 in OpenLLM Benchmarks as of 2024/01/17
+
+**OpenLLM**
+|Model| Average  |  ARC | HellaSwag  |  MMLU |  TruthfulQA | Winogrande | GSM8K |
+|---|---|---|---|---|---|---|---|
+|**kellemar-DPO-Orca-Distilled-7B-SLERP**| 73.71  | 70.48  | 87.56  | 65.33  |64.97   | 81.93 | 72.02 |
+
+**Nous**
+Model| AGIEval  |  GPT4All | TruthfulQA  |  Bigbench |  Average |
+|---|---|---|---|---|---|
+|**kellemar-DPO-Orca-Distilled-7B-SLERP**| 45.27  | 76.42  | 65.48  | 47.21  |58.6   |
+|Marcoro14-7B-slerp| 44.66  | 76.24  | 64.15  | 45.64 |57.67 |
+|kellemar-DPO-Orca-Distilled-7B| 43.61  | 73.14  | 55.73  | 42.28  |53.69   |
+|kellemar-Orca-DPO-7B| 43.35  | 73.43  | 54.02  | 42.24  |53.26   |
+|OpenHermes-2.5-Mistral-7B| 43.07  | 73.12  | 53.04 | 40.96 |52.38 |
+
+## Uses
+
+You can use this for basic inference. You could probably finetune with this if you want to.
+
+
+## How to Get Started with the Model
+
+You can create a space out of this, or use basic python code to call the model directly and make inferences to it.
+
+[More Information Needed]
+
+## Training Details
+
+The following was used:
+`training_args = TrainingArguments(
+    per_device_train_batch_size=4,
+    gradient_accumulation_steps=4,
+    gradient_checkpointing=True,
+    learning_rate=5e-5,
+    lr_scheduler_type="cosine",
+    max_steps=200,
+    save_strategy="no",
+    logging_steps=1,
+    output_dir=new_model,
+    optim="paged_adamw_32bit",
+    warmup_steps=100,
+    bf16=True,
+    report_to="wandb",
+)
+
+# Create DPO trainer
+dpo_trainer = DPOTrainer(
+    model,
+    ref_model,
+    args=training_args,
+    train_dataset=dataset,
+    tokenizer=tokenizer,
+    peft_config=peft_config,
+    beta=0.1,
+    max_prompt_length=1024,
+    max_length=1536,
+)`
+
+### Training Data
+
+This was trained with https://huggingface.co/datasets/argilla/distilabel-intel-orca-dpo-pairs
+
+### Training Procedure 
+
+Trained with Labonne's Google Colab Notebook on Finetuning Mistral 7B with DPO.
+
+## Model Card Authors [optional]
+
+@decruz
+
+## Model Card Contact
+
+@decruz on X/Twitter

config.json

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+{
+  "_name_or_path": "mlabonne/Marcoro14-7B-slerp",
+  "architectures": [
+    "MistralForCausalLM"
+  ],
+  "attention_dropout": 0.0,
+  "bos_token_id": 1,
+  "eos_token_id": 2,
+  "hidden_act": "silu",
+  "hidden_size": 4096,
+  "initializer_range": 0.02,
+  "intermediate_size": 14336,
+  "max_position_embeddings": 32768,
+  "model_type": "mistral",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 32,
+  "num_key_value_heads": 8,
+  "rms_norm_eps": 1e-05,
+  "rope_theta": 10000.0,
+  "sliding_window": 4096,
+  "tie_word_embeddings": false,
+  "torch_dtype": "float16",
+  "transformers_version": "4.36.2",
+  "use_cache": true,
+  "vocab_size": 32000
+}

generation_config.json

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+{
+  "_from_model_config": true,
+  "bos_token_id": 1,
+  "eos_token_id": 2,
+  "transformers_version": "4.36.2"
+}

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